{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Recovering weak signals" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import corner\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import exoplanet as xo\n", "import pymc3 as pm\n", "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config IPython.matplotlib.backend = \"retina\"\n", "from matplotlib import rcParams\n", "rcParams[\"figure.dpi\"] = 150\n", "rcParams[\"savefig.dpi\"] = 150" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes a signal is too weak to be obvious in the `first_look`. There are a few ways to dig deeper. One of those is the time delay periodogram module, which essentially brute forces a model for a range of orbital periods. The likelihood of the model can then be plotted against the orbital periods, and should peak at the correct value. \n", "\n", "Let's try this out for a short period binary, KIC~6780873" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc = lk.search_lightcurvefile('KIC 6780873', mission='Kepler').download_all().PDCSAP_FLUX.stitch().remove_nans()\n", "lc.plot();" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from maelstrom import Maelstrom\n", "\n", "ms = Maelstrom(lc.time, lc.flux, max_peaks=2, fmin=10)\n", "ms.first_look(segment_size=5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It does look like there's something there.. but it's hard to tell. Let's create the periodogram searcher:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pg = ms.period_search()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll search between 5 and 15 days" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [02:51<00:00, 1.71s/it]\n", "100%|██████████| 100/100 [03:09<00:00, 1.89s/it]\n" ] } ], "source": [ "periods = np.linspace(5,15,100)\n", "res = pg.fit(periods)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pg.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool, there's a peak at the orbital period of ~9 days! This is almost exactly where we know it to be. The contents of the pg.fit results are a list of optimisation dict results. If we want to make these plots manually, we can do the following:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected orbital period at 9.14 days\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ys = np.array([[r[0] for r in row] for row in res])\n", "sm = np.sum(ys, axis=0)\n", "plt.plot(periods, sm)\n", "period = periods[np.argmax(sm)]\n", "plt.xlabel('Period [day]')\n", "plt.ylabel('Model likelihood')\n", "\n", "print(f\"Expected orbital period at {period:.2f} days\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }